47 citations · 52 across the 8 of their papers we have counts for
6 papers · 1 filter
Analysis of Optical Loss and Crosstalk Noise in MZI-based Coherent Photonic Neural Networks
Amin Shafiee, Sanmitra Banerjee, Krishnendu Chakrabarty +2
With the continuous increase in the size and complexity of machine learning models, the need for specialized hardware to efficiently run such models is rapidly growing. To address…
A Framework for Automated Correctness Checking of Biochemical Protocol Realizations on Digital Microfluidic Biochips
Sukanta Bhattacharjee, Ansuman Banerjee, Krishnendu Chakrabarty +1
Recent advances in digital microfluidic (DMF) technologies offer a promising platform for a wide variety of biochemical applications, such as DNA analysis, automated drug discovery…
LoCI: An Analysis of the Impact of Optical Loss and Crosstalk Noise in Integrated Silicon-Photonic Neural Networks
Amin Shafiee, Sanmitra Banerjee, Krishnendu Chakrabarty +2
Compared to electronic accelerators, integrated silicon-photonic neural networks (SP-NNs) promise higher speed and energy efficiency for emerging artificial-intelligence applicatio…
Optimizing Coherent Integrated Photonic Neural Networks under Random Uncertainties
Sanmitra Banerjee, Mahdi Nikdast, Krishnendu Chakrabarty
We propose an optimization method to improve power efficiency and robustness in silicon-photonic-based coherent integrated photonic neural networks. Our method reduces the network…
Modeling Silicon-Photonic Neural Networks under Uncertainties
Sanmitra Banerjee, Mahdi Nikdast, Krishnendu Chakrabarty
Silicon-photonic neural networks (SPNNs) offer substantial improvements in computing speed and energy efficiency compared to their digital electronic counterparts. However, the ene…
Testing Microfluidic Fully Programmable Valve Arrays (FPVAs)
Chunfeng Liu, Bing Li, Bhargab B. Bhattacharya +3
Fully Programmable Valve Array (FPVA) has emerged as a new architecture for the next-generation flow-based microfluidic biochips. This 2D-array consists of regularly-arranged valve…